Dataset statistics
| Number of variables | 39 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 3479 |
| Missing cells (%) | 0.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.0 MiB |
| Average record size in memory | 312.0 B |
Variable types
| NUM | 26 |
|---|---|
| CAT | 8 |
| BOOL | 5 |
policy_code has constant value "10000" | Constant |
issue_date has a high cardinality: 127 distinct values | High cardinality |
earlies_credit_mon has a high cardinality: 528 distinct values | High cardinality |
user_id is highly correlated with loan_id | High correlation |
loan_id is highly correlated with user_id | High correlation |
monthly_payment is highly correlated with total_loan | High correlation |
total_loan is highly correlated with monthly_payment | High correlation |
work_year has 622 (6.2%) missing values | Missing |
f0 has 498 (5.0%) missing values | Missing |
f1 has 858 (8.6%) missing values | Missing |
f2 has 498 (5.0%) missing values | Missing |
f3 has 498 (5.0%) missing values | Missing |
f4 has 498 (5.0%) missing values | Missing |
debt_loan_ratio is highly skewed (γ1 = 37.68992536) | Skewed |
loan_id has unique values | Unique |
user_id has unique values | Unique |
house_exist has 4945 (49.5%) zeros | Zeros |
use has 5792 (57.9%) zeros | Zeros |
region has 342 (3.4%) zeros | Zeros |
del_in_18month has 8115 (81.2%) zeros | Zeros |
known_dero has 8250 (82.5%) zeros | Zeros |
pub_dero_bankrup has 8697 (87.0%) zeros | Zeros |
title has 4924 (49.2%) zeros | Zeros |
f2 has 278 (2.8%) zeros | Zeros |
early_return has 4906 (49.1%) zeros | Zeros |
early_return_amount has 3866 (38.7%) zeros | Zeros |
early_return_amount_3mon has 5372 (53.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-15 01:36:07.579780 |
|---|---|
| Analysis finished | 2021-10-15 01:37:27.892784 |
| Duration | 1 minute and 20.31 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1025209.588 |
|---|---|
| Minimum | 1000008 |
| Maximum | 1049997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1000008 |
|---|---|
| 5-th percentile | 1002726.95 |
| Q1 | 1012973.25 |
| median | 1025276.5 |
| Q3 | 1037694.5 |
| 95-th percentile | 1047653.1 |
| Maximum | 1049997 |
| Range | 49989 |
| Interquartile range (IQR) | 24721.25 |
Descriptive statistics
| Standard deviation | 14386.82096 |
|---|---|
| Coefficient of variation (CV) | 0.01403305346 |
| Kurtosis | -1.183092835 |
| Mean | 1025209.588 |
| Median Absolute Deviation (MAD) | 12371 |
| Skewness | -0.004667230751 |
| Sum | 1.025209588e+10 |
| Variance | 206980617.2 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1015808 | 1 | < 0.1% | |
| 1002124 | 1 | < 0.1% | |
| 1004159 | 1 | < 0.1% | |
| 1008257 | 1 | < 0.1% | |
| 1024813 | 1 | < 0.1% | |
| 1032837 | 1 | < 0.1% | |
| 1038982 | 1 | < 0.1% | |
| 1014071 | 1 | < 0.1% | |
| 1045131 | 1 | < 0.1% | |
| 1038990 | 1 | < 0.1% | |
| Other values (9990) | 9990 | 99.9% |
| Value | Count | Frequency (%) | |
| 1000008 | 1 | < 0.1% | |
| 1000010 | 1 | < 0.1% | |
| 1000014 | 1 | < 0.1% | |
| 1000019 | 1 | < 0.1% | |
| 1000031 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1049997 | 1 | < 0.1% | |
| 1049994 | 1 | < 0.1% | |
| 1049992 | 1 | < 0.1% | |
| 1049985 | 1 | < 0.1% | |
| 1049978 | 1 | < 0.1% |
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 225209.5877 |
|---|---|
| Minimum | 200008 |
| Maximum | 249997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 200008 |
|---|---|
| 5-th percentile | 202726.95 |
| Q1 | 212973.25 |
| median | 225276.5 |
| Q3 | 237694.5 |
| 95-th percentile | 247653.1 |
| Maximum | 249997 |
| Range | 49989 |
| Interquartile range (IQR) | 24721.25 |
Descriptive statistics
| Standard deviation | 14386.82096 |
|---|---|
| Coefficient of variation (CV) | 0.06388192041 |
| Kurtosis | -1.183092835 |
| Mean | 225209.5877 |
| Median Absolute Deviation (MAD) | 12371 |
| Skewness | -0.004667230751 |
| Sum | 2252095877 |
| Variance | 206980617.2 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 245760 | 1 | < 0.1% | |
| 240264 | 1 | < 0.1% | |
| 230013 | 1 | < 0.1% | |
| 223872 | 1 | < 0.1% | |
| 237316 | 1 | < 0.1% | |
| 242307 | 1 | < 0.1% | |
| 215684 | 1 | < 0.1% | |
| 236166 | 1 | < 0.1% | |
| 234119 | 1 | < 0.1% | |
| 214535 | 1 | < 0.1% | |
| Other values (9990) | 9990 | 99.9% |
| Value | Count | Frequency (%) | |
| 200008 | 1 | < 0.1% | |
| 200010 | 1 | < 0.1% | |
| 200014 | 1 | < 0.1% | |
| 200019 | 1 | < 0.1% | |
| 200031 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 249997 | 1 | < 0.1% | |
| 249994 | 1 | < 0.1% | |
| 249992 | 1 | < 0.1% | |
| 249985 | 1 | < 0.1% | |
| 249978 | 1 | < 0.1% |
| Distinct | 1632 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14402.12659 |
|---|---|
| Minimum | 818.1818182 |
| Maximum | 47272.72727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 818.1818182 |
|---|---|
| 5-th percentile | 3272.727273 |
| Q1 | 7500 |
| median | 12272.72727 |
| Q3 | 19636.36364 |
| 95-th percentile | 32410.90909 |
| Maximum | 47272.72727 |
| Range | 46454.54545 |
| Interquartile range (IQR) | 12136.36364 |
Descriptive statistics
| Standard deviation | 8953.946807 |
|---|---|
| Coefficient of variation (CV) | 0.6217100475 |
| Kurtosis | 0.2766408756 |
| Mean | 14402.12659 |
| Median Absolute Deviation (MAD) | 5727.272725 |
| Skewness | 0.8897793728 |
| Sum | 144021265.9 |
| Variance | 80173163.41 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10909.09091 | 253 | 2.5% | |
| 16363.63636 | 249 | 2.5% | |
| 8181.818182 | 197 | 2.0% | |
| 13090.90909 | 186 | 1.9% | |
| 10000 | 162 | 1.6% | |
| 21818.18182 | 160 | 1.6% | |
| 11818.18182 | 159 | 1.6% | |
| 9090.909091 | 155 | 1.6% | |
| 6545.454545 | 153 | 1.5% | |
| 5454.545455 | 140 | 1.4% | |
| Other values (1622) | 8186 | 81.9% |
| Value | Count | Frequency (%) | |
| 818.1818182 | 13 | 0.1% | |
| 909.0909091 | 7 | 0.1% | |
| 981.8181818 | 3 | < 0.1% | |
| 1000 | 7 | 0.1% | |
| 1063.636364 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 47272.72727 | 8 | 0.1% | |
| 46238.63636 | 1 | < 0.1% | |
| 44790.90909 | 1 | < 0.1% | |
| 44465.90909 | 1 | < 0.1% | |
| 43636.36364 | 13 | 0.1% |
year_of_loan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 3 | |
|---|---|
| 5 |
| Value | Count | Frequency (%) | |
| 3 | 7602 | 76.0% | |
| 5 | 2398 | 24.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
interest
Real number (ℝ≥0)
| Distinct | 1028 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.2227819 |
|---|---|
| Minimum | 4.779 |
| Maximum | 33.979 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 4.779 |
|---|---|
| 5-th percentile | 6.49 |
| Q1 | 9.702 |
| median | 12.639 |
| Q3 | 15.9855 |
| 95-th percentile | 22.22 |
| Maximum | 33.979 |
| Range | 29.2 |
| Interquartile range (IQR) | 6.2835 |
Descriptive statistics
| Standard deviation | 4.875755184 |
|---|---|
| Coefficient of variation (CV) | 0.3687389855 |
| Kurtosis | 0.6947178613 |
| Mean | 13.2227819 |
| Median Absolute Deviation (MAD) | 3.174 |
| Skewness | 0.776026235 |
| Sum | 132227.819 |
| Variance | 23.77298861 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 11.99 | 96 | 1.0% | |
| 10.99 | 93 | 0.9% | |
| 12.089 | 92 | 0.9% | |
| 10.791 | 92 | 0.9% | |
| 15.389 | 86 | 0.9% | |
| 9.891 | 84 | 0.8% | |
| 8.253 | 80 | 0.8% | |
| 13.189 | 77 | 0.8% | |
| 11.691 | 76 | 0.8% | |
| 9.17 | 74 | 0.7% | |
| Other values (1018) | 9150 | 91.5% |
| Value | Count | Frequency (%) | |
| 4.779 | 2 | < 0.1% | |
| 4.788 | 71 | 0.7% | |
| 4.878 | 1 | < 0.1% | |
| 5.211 | 2 | < 0.1% | |
| 5.31 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 33.979 | 3 | < 0.1% | |
| 33.869 | 2 | < 0.1% | |
| 33.814 | 1 | < 0.1% | |
| 33.715 | 4 | < 0.1% | |
| 33.187 | 2 | < 0.1% |
| Distinct | 6377 |
|---|---|
| Distinct (%) | 63.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 436.960427 |
|---|---|
| Minimum | 30.44 |
| Maximum | 1503.89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 30.44 |
|---|---|
| 5-th percentile | 108.124 |
| Q1 | 248.82 |
| median | 371.525 |
| Q3 | 573.83 |
| 95-th percentile | 966.486 |
| Maximum | 1503.89 |
| Range | 1473.45 |
| Interquartile range (IQR) | 325.01 |
Descriptive statistics
| Standard deviation | 261.7543965 |
|---|---|
| Coefficient of variation (CV) | 0.5990345585 |
| Kurtosis | 0.8652230604 |
| Mean | 436.960427 |
| Median Absolute Deviation (MAD) | 152.34 |
| Skewness | 1.042613459 |
| Sum | 4369604.27 |
| Variance | 68515.36406 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 318.79 | 27 | 0.3% | |
| 327.34 | 23 | 0.2% | |
| 361.38 | 21 | 0.2% | |
| 332.1 | 19 | 0.2% | |
| 156.43 | 18 | 0.2% | |
| 196.41 | 18 | 0.2% | |
| 301.15 | 18 | 0.2% | |
| 392.81 | 17 | 0.2% | |
| 625.72 | 17 | 0.2% | |
| 637.58 | 14 | 0.1% | |
| Other values (6367) | 9808 | 98.1% |
| Value | Count | Frequency (%) | |
| 30.44 | 1 | < 0.1% | |
| 30.94 | 1 | < 0.1% | |
| 31.11 | 2 | < 0.1% | |
| 31.29 | 1 | < 0.1% | |
| 31.33 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1503.89 | 1 | < 0.1% | |
| 1502.92 | 1 | < 0.1% | |
| 1486.34 | 1 | < 0.1% | |
| 1479.87 | 1 | < 0.1% | |
| 1476.05 | 1 | < 0.1% |
class
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| B | |
|---|---|
| C | |
| A | |
| D | |
| E | |
| Other values (2) |
| Value | Count | Frequency (%) | |
| B | 2965 | 29.6% | |
| C | 2859 | 28.6% | |
| A | 1698 | 17.0% | |
| D | 1483 | 14.8% | |
| E | 693 | 6.9% | |
| F | 241 | 2.4% | |
| G | 61 | 0.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
employer_type
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 普通企业 | |
|---|---|
| 政府机构 | |
| 幼教与中小学校 | |
| 上市企业 | |
| 世界五百强 |
| Value | Count | Frequency (%) | |
| 普通企业 | 4610 | 46.1% | |
| 政府机构 | 2474 | 24.7% | |
| 幼教与中小学校 | 1053 | 10.5% | |
| 上市企业 | 958 | 9.6% | |
| 世界五百强 | 542 | 5.4% | |
| 高等教育机构 | 363 | 3.6% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 4.4427 |
| Min length | 4 |
industry
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 金融业 | |
|---|---|
| 电力、热力生产供应业 | |
| 公共服务、社会组织 | |
| 住宿和餐饮业 | |
| 信息传输、软件和信息技术服务业 | |
| Other values (9) |
| Value | Count | Frequency (%) | |
| 金融业 | 1629 | 16.3% | |
| 电力、热力生产供应业 | 1248 | 12.5% | |
| 公共服务、社会组织 | 1065 | 10.7% | |
| 住宿和餐饮业 | 907 | 9.1% | |
| 信息传输、软件和信息技术服务业 | 808 | 8.1% | |
| 文化和体育业 | 793 | 7.9% | |
| 建筑业 | 704 | 7.0% | |
| 房地产业 | 554 | 5.5% | |
| 采矿业 | 506 | 5.1% | |
| 交通运输、仓储和邮政业 | 492 | 4.9% | |
| Other values (4) | 1294 | 12.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 6.7826 |
| Min length | 3 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 622 |
| Missing (%) | 6.2% |
| Memory size | 78.1 KiB |
| 10+ years | |
|---|---|
| 2 years | |
| 3 years | |
| < 1 year | |
| 1 year | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| 10+ years | 3370 | 33.7% | |
| 2 years | 848 | 8.5% | |
| 3 years | 776 | 7.8% | |
| < 1 year | 765 | 7.6% | |
| 1 year | 671 | 6.7% | |
| 5 years | 623 | 6.2% | |
| 4 years | 562 | 5.6% | |
| 6 years | 476 | 4.8% | |
| 8 years | 458 | 4.6% | |
| 7 years | 436 | 4.4% | |
| (Missing) | 622 | 6.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7.4346 |
| Min length | 3 |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6122 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 4945 |
| Zeros (%) | 49.5% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.6722026076 |
|---|---|
| Coefficient of variation (CV) | 1.098011447 |
| Kurtosis | -0.5926248311 |
| Mean | 0.6122 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6578602945 |
| Sum | 6122 |
| Variance | 0.4518563456 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4945 | 49.5% | |
| 1 | 3992 | 39.9% | |
| 2 | 1060 | 10.6% | |
| 3 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 4945 | 49.5% | |
| 1 | 3992 | 39.9% | |
| 2 | 1060 | 10.6% | |
| 3 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4 | 1 | < 0.1% | |
| 3 | 2 | < 0.1% | |
| 2 | 1060 | 10.6% | |
| 1 | 3992 | 39.9% | |
| 0 | 4945 | 49.5% |
censor_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 3794 | 37.9% | |
| 2 | 3176 | 31.8% | |
| 0 | 3030 | 30.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 127 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 2016/3/1 | 374 |
|---|---|
| 2015/10/1 | 335 |
| 2015/7/1 | 326 |
| 2015/12/1 | 304 |
| 2014/10/1 | 281 |
| Other values (122) |
| Value | Count | Frequency (%) | |
| 2016/3/1 | 374 | 3.7% | |
| 2015/10/1 | 335 | 3.4% | |
| 2015/7/1 | 326 | 3.3% | |
| 2015/12/1 | 304 | 3.0% | |
| 2014/10/1 | 281 | 2.8% | |
| 2016/2/1 | 279 | 2.8% | |
| 2015/1/1 | 252 | 2.5% | |
| 2015/11/1 | 241 | 2.4% | |
| 2015/5/1 | 231 | 2.3% | |
| 2015/8/1 | 224 | 2.2% | |
| Other values (117) | 7153 | 71.5% |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | 0.1% |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.2688 |
| Min length | 8 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7626 |
|---|---|
| Minimum | 0 |
| Maximum | 13 |
| Zeros | 5792 |
| Zeros (%) | 57.9% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.392031233 |
|---|---|
| Coefficient of variation (CV) | 1.357103843 |
| Kurtosis | 1.357919722 |
| Mean | 1.7626 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.269172766 |
| Sum | 17626 |
| Variance | 5.721813421 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 5792 | 57.9% | |
| 4 | 2164 | 21.6% | |
| 2 | 644 | 6.4% | |
| 5 | 611 | 6.1% | |
| 3 | 212 | 2.1% | |
| 1 | 116 | 1.2% | |
| 9 | 111 | 1.1% | |
| 8 | 100 | 1.0% | |
| 7 | 77 | 0.8% | |
| 10 | 72 | 0.7% | |
| Other values (4) | 101 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 5792 | 57.9% | |
| 1 | 116 | 1.2% | |
| 2 | 644 | 6.4% | |
| 3 | 212 | 2.1% | |
| 4 | 2164 | 21.6% |
| Value | Count | Frequency (%) | |
| 13 | 4 | < 0.1% | |
| 12 | 23 | 0.2% | |
| 11 | 9 | 0.1% | |
| 10 | 72 | 0.7% | |
| 9 | 111 | 1.1% |
post_code
Real number (ℝ≥0)
| Distinct | 794 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 257.5191 |
|---|---|
| Minimum | 0 |
| Maximum | 901 |
| Zeros | 34 |
| Zeros (%) | 0.3% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 99 |
| median | 197 |
| Q3 | 390 |
| 95-th percentile | 657 |
| Maximum | 901 |
| Range | 901 |
| Interquartile range (IQR) | 291 |
Descriptive statistics
| Standard deviation | 201.3517785 |
|---|---|
| Coefficient of variation (CV) | 0.7818906577 |
| Kurtosis | -0.0971769801 |
| Mean | 257.5191 |
| Median Absolute Deviation (MAD) | 127 |
| Skewness | 0.8547690895 |
| Sum | 2575191 |
| Variance | 40542.53869 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 19 | 113 | 1.1% | |
| 134 | 104 | 1.0% | |
| 51 | 102 | 1.0% | |
| 31 | 99 | 1.0% | |
| 4 | 97 | 1.0% | |
| 17 | 89 | 0.9% | |
| 143 | 84 | 0.8% | |
| 32 | 83 | 0.8% | |
| 195 | 81 | 0.8% | |
| 116 | 76 | 0.8% | |
| Other values (784) | 9072 | 90.7% |
| Value | Count | Frequency (%) | |
| 0 | 34 | 0.3% | |
| 1 | 4 | < 0.1% | |
| 2 | 29 | 0.3% | |
| 3 | 5 | 0.1% | |
| 4 | 97 | 1.0% |
| Value | Count | Frequency (%) | |
| 901 | 1 | < 0.1% | |
| 893 | 2 | < 0.1% | |
| 876 | 1 | < 0.1% | |
| 872 | 1 | < 0.1% | |
| 865 | 1 | < 0.1% |
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.3199 |
|---|---|
| Minimum | 0 |
| Maximum | 49 |
| Zeros | 342 |
| Zeros (%) | 3.4% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 14 |
| Q3 | 22 |
| 95-th percentile | 38 |
| Maximum | 49 |
| Range | 49 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 11.01909733 |
|---|---|
| Coefficient of variation (CV) | 0.6751939248 |
| Kurtosis | -0.02912058897 |
| Mean | 16.3199 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.7792889963 |
| Sum | 163199 |
| Variance | 121.420506 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 8 | 1414 | 14.1% | |
| 13 | 832 | 8.3% | |
| 14 | 799 | 8.0% | |
| 21 | 678 | 6.8% | |
| 2 | 410 | 4.1% | |
| 19 | 366 | 3.7% | |
| 0 | 342 | 3.4% | |
| 3 | 338 | 3.4% | |
| 30 | 318 | 3.2% | |
| 9 | 280 | 2.8% | |
| Other values (40) | 4223 | 42.2% |
| Value | Count | Frequency (%) | |
| 0 | 342 | 3.4% | |
| 1 | 19 | 0.2% | |
| 2 | 410 | 4.1% | |
| 3 | 338 | 3.4% | |
| 4 | 191 | 1.9% |
| Value | Count | Frequency (%) | |
| 49 | 9 | 0.1% | |
| 48 | 19 | 0.2% | |
| 47 | 18 | 0.2% | |
| 46 | 10 | 0.1% | |
| 45 | 68 | 0.7% |
| Distinct | 6213 |
|---|---|
| Distinct (%) | 62.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.53216982 |
|---|---|
| Minimum | 0 |
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | 0.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.708863636 |
| Q1 | 11.15795455 |
| median | 16.65227272 |
| Q3 | 22.78159091 |
| 95-th percentile | 32.02790909 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 11.62363637 |
Descriptive statistics
| Standard deviation | 14.21850945 |
|---|---|
| Coefficient of variation (CV) | 0.8109954213 |
| Kurtosis | 2418.763555 |
| Mean | 17.53216982 |
| Median Absolute Deviation (MAD) | 5.791363635 |
| Skewness | 37.68992536 |
| Sum | 175321.6982 |
| Variance | 202.1660109 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 12 | 0.1% | |
| 16.58181818 | 9 | 0.1% | |
| 15.70909091 | 9 | 0.1% | |
| 14.4 | 9 | 0.1% | |
| 20.42181818 | 8 | 0.1% | |
| 13.5 | 8 | 0.1% | |
| 11.78181818 | 8 | 0.1% | |
| 12 | 8 | 0.1% | |
| 18.45454545 | 7 | 0.1% | |
| 24.3 | 7 | 0.1% | |
| Other values (6203) | 9915 | 99.2% |
| Value | Count | Frequency (%) | |
| 0 | 12 | 0.1% | |
| 0.147272727 | 1 | < 0.1% | |
| 0.196363636 | 1 | < 0.1% | |
| 0.23 | 1 | < 0.1% | |
| 0.29 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 999 | 1 | < 0.1% | |
| 509.3672727 | 1 | < 0.1% | |
| 191.4545455 | 1 | < 0.1% | |
| 183.2727273 | 1 | < 0.1% | |
| 167.74 | 1 | < 0.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3116 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 8115 |
| Zeros (%) | 81.2% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8724571956 |
|---|---|
| Coefficient of variation (CV) | 2.799926815 |
| Kurtosis | 47.15400756 |
| Mean | 0.3116 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.35030686 |
| Sum | 3116 |
| Variance | 0.7611815582 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 8115 | 81.2% | |
| 1 | 1267 | 12.7% | |
| 2 | 347 | 3.5% | |
| 3 | 133 | 1.3% | |
| 4 | 59 | 0.6% | |
| 5 | 31 | 0.3% | |
| 6 | 18 | 0.2% | |
| 7 | 12 | 0.1% | |
| 8 | 9 | 0.1% | |
| 9 | 4 | < 0.1% | |
| Other values (2) | 5 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 8115 | 81.2% | |
| 1 | 1267 | 12.7% | |
| 2 | 347 | 3.5% | |
| 3 | 133 | 1.3% | |
| 4 | 59 | 0.6% |
| Value | Count | Frequency (%) | |
| 15 | 3 | < 0.1% | |
| 10 | 2 | < 0.1% | |
| 9 | 4 | < 0.1% | |
| 8 | 9 | 0.1% | |
| 7 | 12 | 0.1% |
scoring_low
Real number (ℝ≥0)
| Distinct | 132 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 664.1155909 |
|---|---|
| Minimum | 540 |
| Maximum | 910.9090909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 540 |
|---|---|
| 5-th percentile | 548.1818182 |
| Q1 | 601.3636364 |
| median | 665 |
| Q3 | 725.4545455 |
| 95-th percentile | 785.4545455 |
| Maximum | 910.9090909 |
| Range | 370.9090909 |
| Interquartile range (IQR) | 124.0909091 |
Descriptive statistics
| Standard deviation | 77.04051098 |
|---|---|
| Coefficient of variation (CV) | 0.1160046715 |
| Kurtosis | -0.8400689113 |
| Mean | 664.1155909 |
| Median Absolute Deviation (MAD) | 60.4545455 |
| Skewness | 0.1713949303 |
| Sum | 6641155.909 |
| Variance | 5935.240332 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 720 | 314 | 3.1% | |
| 600 | 254 | 2.5% | |
| 540 | 230 | 2.3% | |
| 670 | 228 | 2.3% | |
| 660 | 228 | 2.3% | |
| 725.4545455 | 221 | 2.2% | |
| 609.0909091 | 219 | 2.2% | |
| 544.0909091 | 219 | 2.2% | |
| 665 | 217 | 2.2% | |
| 604.5454545 | 216 | 2.2% | |
| Other values (122) | 7654 | 76.5% |
| Value | Count | Frequency (%) | |
| 540 | 230 | 2.3% | |
| 544.0909091 | 219 | 2.2% | |
| 548.1818182 | 205 | 2.1% | |
| 552.2727273 | 189 | 1.9% | |
| 556.3636364 | 209 | 2.1% |
| Value | Count | Frequency (%) | |
| 910.9090909 | 1 | < 0.1% | |
| 905.4545455 | 3 | < 0.1% | |
| 894.5454545 | 1 | < 0.1% | |
| 889.0909091 | 5 | 0.1% | |
| 883.6363636 | 6 | 0.1% |
scoring_high
Real number (ℝ≥0)
| Distinct | 361 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 774.4483258 |
|---|---|
| Minimum | 585 |
| Maximum | 1131.818182 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 585 |
|---|---|
| 5-th percentile | 620.4545455 |
| Q1 | 700 |
| median | 772.7272727 |
| Q3 | 845 |
| 95-th percentile | 943.75 |
| Maximum | 1131.818182 |
| Range | 546.818182 |
| Interquartile range (IQR) | 145 |
Descriptive statistics
| Standard deviation | 99.17442675 |
|---|---|
| Coefficient of variation (CV) | 0.1280581589 |
| Kurtosis | -0.4661890303 |
| Mean | 774.4483258 |
| Median Absolute Deviation (MAD) | 72.7272727 |
| Skewness | 0.2600861681 |
| Sum | 7744483.258 |
| Variance | 9835.566922 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 731.25 | 123 | 1.2% | |
| 715.9090909 | 116 | 1.2% | |
| 780 | 112 | 1.1% | |
| 840 | 104 | 1.0% | |
| 900 | 98 | 1.0% | |
| 750 | 92 | 0.9% | |
| 772.7272727 | 84 | 0.8% | |
| 650 | 83 | 0.8% | |
| 585 | 83 | 0.8% | |
| 680.1136364 | 83 | 0.8% | |
| Other values (351) | 9022 | 90.2% |
| Value | Count | Frequency (%) | |
| 585 | 83 | 0.8% | |
| 589.4318182 | 63 | 0.6% | |
| 593.8636364 | 61 | 0.6% | |
| 598.2954545 | 64 | 0.6% | |
| 602.7272727 | 62 | 0.6% |
| Value | Count | Frequency (%) | |
| 1131.818182 | 1 | < 0.1% | |
| 1111.363636 | 2 | < 0.1% | |
| 1104.545455 | 2 | < 0.1% | |
| 1097.727273 | 2 | < 0.1% | |
| 1090.909091 | 2 | < 0.1% |
known_outstanding_loan
Real number (ℝ≥0)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.645 |
|---|---|
| Minimum | 1 |
| Maximum | 59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 59 |
| Range | 58 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.500745479 |
|---|---|
| Coefficient of variation (CV) | 0.4723697277 |
| Kurtosis | 3.375894309 |
| Mean | 11.645 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.338490556 |
| Sum | 116450 |
| Variance | 30.25820082 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 917 | 9.2% | |
| 8 | 869 | 8.7% | |
| 10 | 857 | 8.6% | |
| 11 | 852 | 8.5% | |
| 7 | 800 | 8.0% | |
| 12 | 670 | 6.7% | |
| 13 | 637 | 6.4% | |
| 6 | 588 | 5.9% | |
| 14 | 503 | 5.0% | |
| 15 | 443 | 4.4% | |
| Other values (37) | 2864 | 28.6% |
| Value | Count | Frequency (%) | |
| 1 | 3 | < 0.1% | |
| 2 | 37 | 0.4% | |
| 3 | 126 | 1.3% | |
| 4 | 258 | 2.6% | |
| 5 | 426 | 4.3% |
| Value | Count | Frequency (%) | |
| 59 | 1 | < 0.1% | |
| 50 | 1 | < 0.1% | |
| 46 | 3 | < 0.1% | |
| 45 | 1 | < 0.1% | |
| 43 | 1 | < 0.1% |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2264 |
|---|---|
| Minimum | 0 |
| Maximum | 12 |
| Zeros | 8250 |
| Zeros (%) | 82.5% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.6079309155 |
|---|---|
| Coefficient of variation (CV) | 2.685207224 |
| Kurtosis | 55.09055076 |
| Mean | 0.2264 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.35769843 |
| Sum | 2264 |
| Variance | 0.369579998 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 8250 | 82.5% | |
| 1 | 1440 | 14.4% | |
| 2 | 206 | 2.1% | |
| 3 | 61 | 0.6% | |
| 4 | 23 | 0.2% | |
| 5 | 7 | 0.1% | |
| 6 | 5 | 0.1% | |
| 8 | 2 | < 0.1% | |
| 7 | 2 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| Other values (3) | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 8250 | 82.5% | |
| 1 | 1440 | 14.4% | |
| 2 | 206 | 2.1% | |
| 3 | 61 | 0.6% | |
| 4 | 23 | 0.2% |
| Value | Count | Frequency (%) | |
| 12 | 1 | < 0.1% | |
| 11 | 1 | < 0.1% | |
| 10 | 1 | < 0.1% | |
| 9 | 1 | < 0.1% | |
| 8 | 2 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 7 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1389972981 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 8697 |
| Zeros (%) | 87.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3790886992 |
|---|---|
| Coefficient of variation (CV) | 2.727309843 |
| Kurtosis | 14.03806248 |
| Mean | 0.1389972981 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.122522102 |
| Sum | 1389 |
| Variance | 0.1437082419 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 8697 | 87.0% | |
| 1 | 1223 | 12.2% | |
| 2 | 58 | 0.6% | |
| 3 | 12 | 0.1% | |
| 5 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| (Missing) | 7 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 8697 | 87.0% | |
| 1 | 1223 | 12.2% | |
| 2 | 58 | 0.6% | |
| 3 | 12 | 0.1% | |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5 | 2 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 3 | 12 | 0.1% | |
| 2 | 58 | 0.6% | |
| 1 | 1223 | 12.2% |
recircle_b
Real number (ℝ≥0)
| Distinct | 9458 |
|---|---|
| Distinct (%) | 94.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16548.29942 |
|---|---|
| Minimum | 0 |
| Maximum | 779021 |
| Zeros | 54 |
| Zeros (%) | 0.5% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1772.6 |
| Q1 | 6189.173077 |
| median | 11476.07693 |
| Q3 | 20384.07692 |
| 95-th percentile | 44926.73077 |
| Maximum | 779021 |
| Range | 779021 |
| Interquartile range (IQR) | 14194.90385 |
Descriptive statistics
| Standard deviation | 21078.54423 |
|---|---|
| Coefficient of variation (CV) | 1.273758934 |
| Kurtosis | 232.3834052 |
| Mean | 16548.29942 |
| Median Absolute Deviation (MAD) | 6306.346153 |
| Skewness | 10.01488219 |
| Sum | 165482994.2 |
| Variance | 444305026.9 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 54 | 0.5% | |
| 4368 | 4 | < 0.1% | |
| 8012.307692 | 4 | < 0.1% | |
| 7425 | 4 | < 0.1% | |
| 6349.538462 | 4 | < 0.1% | |
| 9360 | 3 | < 0.1% | |
| 4729.846154 | 3 | < 0.1% | |
| 6612 | 3 | < 0.1% | |
| 5076 | 3 | < 0.1% | |
| 7471.692308 | 3 | < 0.1% | |
| Other values (9448) | 9915 | 99.2% |
| Value | Count | Frequency (%) | |
| 0 | 54 | 0.5% | |
| 4.307692308 | 1 | < 0.1% | |
| 4.615384615 | 1 | < 0.1% | |
| 6.461538462 | 1 | < 0.1% | |
| 7.384615385 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 779021 | 1 | < 0.1% | |
| 445378 | 1 | < 0.1% | |
| 411675 | 1 | < 0.1% | |
| 355336.1538 | 1 | < 0.1% | |
| 286431.9231 | 1 | < 0.1% |
recircle_u
Real number (ℝ≥0)
| Distinct | 3083 |
|---|---|
| Distinct (%) | 30.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.62262462 |
|---|---|
| Minimum | 0 |
| Maximum | 120.6153846 |
| Zeros | 64 |
| Zeros (%) | 0.6% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.61538462 |
| Q1 | 33.96923077 |
| median | 53.28076923 |
| Q3 | 73.30961539 |
| 95-th percentile | 96.16923077 |
| Maximum | 120.6153846 |
| Range | 120.6153846 |
| Interquartile range (IQR) | 39.34038461 |
Descriptive statistics
| Standard deviation | 26.02356232 |
|---|---|
| Coefficient of variation (CV) | 0.4853093728 |
| Kurtosis | -0.7406750425 |
| Mean | 53.62262462 |
| Median Absolute Deviation (MAD) | 19.69230769 |
| Skewness | 0.01641016958 |
| Sum | 536226.2462 |
| Variance | 677.2257959 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 64 | 0.6% | |
| 64.61538462 | 19 | 0.2% | |
| 67.84615385 | 19 | 0.2% | |
| 38.76923077 | 17 | 0.2% | |
| 69.78461538 | 16 | 0.2% | |
| 72.69230769 | 14 | 0.1% | |
| 29.07692308 | 14 | 0.1% | |
| 71.07692308 | 14 | 0.1% | |
| 45.23076923 | 14 | 0.1% | |
| 63.69230769 | 14 | 0.1% | |
| Other values (3073) | 9795 | 98.0% |
| Value | Count | Frequency (%) | |
| 0 | 64 | 0.6% | |
| 0.092307692 | 3 | < 0.1% | |
| 0.1 | 3 | < 0.1% | |
| 0.115384615 | 1 | < 0.1% | |
| 0.230769231 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 120.6153846 | 1 | < 0.1% | |
| 120 | 1 | < 0.1% | |
| 119.3076923 | 1 | < 0.1% | |
| 117.6923077 | 1 | < 0.1% | |
| 116.8846154 | 1 | < 0.1% |
initial_list_status
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 5859 | 58.6% | |
| 1 | 4141 | 41.4% |
app_type
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0 | |
|---|---|
| 1 | 200 |
| Value | Count | Frequency (%) | |
| 0 | 9800 | 98.0% | |
| 1 | 200 | 2.0% |
| Distinct | 528 |
|---|---|
| Distinct (%) | 5.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 2000/8/1 | 87 |
|---|---|
| 2021/9/2 | 76 |
| 1999/10/1 | 72 |
| 2021/8/1 | 71 |
| 2021/3/1 | 67 |
| Other values (523) |
| Value | Count | Frequency (%) | |
| 2000/8/1 | 87 | 0.9% | |
| 2021/9/2 | 76 | 0.8% | |
| 1999/10/1 | 72 | 0.7% | |
| 2021/8/1 | 71 | 0.7% | |
| 2021/3/1 | 67 | 0.7% | |
| 2021/8/3 | 65 | 0.7% | |
| 2021/8/4 | 65 | 0.7% | |
| 2021/12/1 | 65 | 0.7% | |
| 2021/10/1 | 65 | 0.7% | |
| 2021/9/5 | 63 | 0.6% | |
| Other values (518) | 9304 | 93.0% |
Unique
| Unique | 68 ? |
|---|---|
| Unique (%) | 0.7% |
Length
| Max length | 10 |
|---|---|
| Median length | 8 |
| Mean length | 8.3028 |
| Min length | 8 |
| Distinct | 908 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1808.2016 |
|---|---|
| Minimum | 0 |
| Maximum | 61387 |
| Zeros | 4924 |
| Zeros (%) | 49.2% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 11133.45 |
| Maximum | 61387 |
| Range | 61387 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 8011.09827 |
|---|---|
| Coefficient of variation (CV) | 4.430423173 |
| Kurtosis | 26.9274107 |
| Mean | 1808.2016 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 5.114758381 |
| Sum | 18082016 |
| Variance | 64177695.49 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4924 | 49.2% | |
| 4 | 1836 | 18.4% | |
| 5 | 544 | 5.4% | |
| 6 | 520 | 5.2% | |
| 3 | 168 | 1.7% | |
| 2 | 120 | 1.2% | |
| 38 | 111 | 1.1% | |
| 10 | 97 | 1.0% | |
| 1 | 87 | 0.9% | |
| 9 | 74 | 0.7% | |
| Other values (898) | 1519 | 15.2% |
| Value | Count | Frequency (%) | |
| 0 | 4924 | 49.2% | |
| 1 | 87 | 0.9% | |
| 2 | 120 | 1.2% | |
| 3 | 168 | 1.7% | |
| 4 | 1836 | 18.4% |
| Value | Count | Frequency (%) | |
| 61387 | 1 | < 0.1% | |
| 61311 | 1 | < 0.1% | |
| 61155 | 1 | < 0.1% | |
| 60905 | 1 | < 0.1% | |
| 60491 | 1 | < 0.1% |
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 1 |
|---|
| Value | Count | Frequency (%) | |
| 1 | 10000 | 100.0% |
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 498 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.690486213 |
|---|---|
| Minimum | 0 |
| Maximum | 33 |
| Zeros | 44 |
| Zeros (%) | 0.4% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 33 |
| Range | 33 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.298545765 |
|---|---|
| Coefficient of variation (CV) | 0.579659741 |
| Kurtosis | 3.653709261 |
| Mean | 5.690486213 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.419712231 |
| Sum | 54071 |
| Variance | 10.88040416 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 4 | 1493 | 14.9% | |
| 5 | 1296 | 13.0% | |
| 3 | 1271 | 12.7% | |
| 6 | 1131 | 11.3% | |
| 7 | 870 | 8.7% | |
| 2 | 865 | 8.6% | |
| 8 | 652 | 6.5% | |
| 9 | 453 | 4.5% | |
| 1 | 333 | 3.3% | |
| 10 | 321 | 3.2% | |
| Other values (19) | 817 | 8.2% | |
| (Missing) | 498 | 5.0% |
| Value | Count | Frequency (%) | |
| 0 | 44 | 0.4% | |
| 1 | 333 | 3.3% | |
| 2 | 865 | 8.6% | |
| 3 | 1271 | 12.7% | |
| 4 | 1493 | 14.9% |
| Value | Count | Frequency (%) | |
| 33 | 1 | < 0.1% | |
| 28 | 1 | < 0.1% | |
| 26 | 4 | < 0.1% | |
| 25 | 2 | < 0.1% | |
| 24 | 2 | < 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 858 |
| Missing (%) | 8.6% |
| Memory size | 78.1 KiB |
| 0 | |
|---|---|
| 1 | 13 |
| (Missing) | 858 |
| Value | Count | Frequency (%) | |
| 0 | 9129 | 91.3% | |
| 1 | 13 | 0.1% | |
| (Missing) | 858 | 8.6% |
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 498 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.467796253 |
|---|---|
| Minimum | 0 |
| Maximum | 93 |
| Zeros | 278 |
| Zeros (%) | 2.8% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 93 |
| Range | 93 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 7.31595317 |
|---|---|
| Coefficient of variation (CV) | 0.8639736894 |
| Kurtosis | 8.487488543 |
| Mean | 8.467796253 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.143477406 |
| Sum | 80461 |
| Variance | 53.52317079 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 829 | 8.3% | |
| 4 | 829 | 8.3% | |
| 3 | 815 | 8.2% | |
| 6 | 755 | 7.5% | |
| 2 | 722 | 7.2% | |
| 7 | 654 | 6.5% | |
| 8 | 581 | 5.8% | |
| 9 | 535 | 5.3% | |
| 1 | 514 | 5.1% | |
| 10 | 428 | 4.3% | |
| Other values (49) | 2840 | 28.4% | |
| (Missing) | 498 | 5.0% |
| Value | Count | Frequency (%) | |
| 0 | 278 | 2.8% | |
| 1 | 514 | 5.1% | |
| 2 | 722 | 7.2% | |
| 3 | 815 | 8.2% | |
| 4 | 829 | 8.3% |
| Value | Count | Frequency (%) | |
| 93 | 1 | < 0.1% | |
| 89 | 1 | < 0.1% | |
| 70 | 1 | < 0.1% | |
| 64 | 1 | < 0.1% | |
| 60 | 1 | < 0.1% |
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 498 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.65901915 |
|---|---|
| Minimum | 2 |
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 9 |
| median | 13 |
| Q3 | 19 |
| 95-th percentile | 30 |
| Maximum | 88 |
| Range | 86 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.263954254 |
|---|---|
| Coefficient of variation (CV) | 0.5637453753 |
| Kurtosis | 3.175182278 |
| Mean | 14.65901915 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.346990861 |
| Sum | 139290 |
| Variance | 68.29293991 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 9 | 588 | 5.9% | |
| 8 | 547 | 5.5% | |
| 11 | 546 | 5.5% | |
| 12 | 533 | 5.3% | |
| 13 | 530 | 5.3% | |
| 10 | 525 | 5.2% | |
| 7 | 524 | 5.2% | |
| 14 | 470 | 4.7% | |
| 15 | 465 | 4.7% | |
| 6 | 444 | 4.4% | |
| Other values (52) | 4330 | 43.3% | |
| (Missing) | 498 | 5.0% |
| Value | Count | Frequency (%) | |
| 2 | 56 | 0.6% | |
| 3 | 157 | 1.6% | |
| 4 | 238 | 2.4% | |
| 5 | 320 | 3.2% | |
| 6 | 444 | 4.4% |
| Value | Count | Frequency (%) | |
| 88 | 1 | < 0.1% | |
| 80 | 1 | < 0.1% | |
| 65 | 1 | < 0.1% | |
| 62 | 1 | < 0.1% | |
| 59 | 1 | < 0.1% |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 498 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.098084614 |
|---|---|
| Minimum | 0 |
| Maximum | 50 |
| Zeros | 26 |
| Zeros (%) | 0.3% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 17 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.871796931 |
|---|---|
| Coefficient of variation (CV) | 0.6015986698 |
| Kurtosis | 3.199113476 |
| Mean | 8.098084614 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.354464974 |
| Sum | 76948 |
| Variance | 23.73440534 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 959 | 9.6% | |
| 6 | 952 | 9.5% | |
| 4 | 948 | 9.5% | |
| 7 | 863 | 8.6% | |
| 8 | 784 | 7.8% | |
| 3 | 687 | 6.9% | |
| 9 | 664 | 6.6% | |
| 10 | 590 | 5.9% | |
| 2 | 463 | 4.6% | |
| 11 | 457 | 4.6% | |
| Other values (30) | 2135 | 21.3% | |
| (Missing) | 498 | 5.0% |
| Value | Count | Frequency (%) | |
| 0 | 26 | 0.3% | |
| 1 | 176 | 1.8% | |
| 2 | 463 | 4.6% | |
| 3 | 687 | 6.9% | |
| 4 | 948 | 9.5% |
| Value | Count | Frequency (%) | |
| 50 | 1 | < 0.1% | |
| 39 | 1 | < 0.1% | |
| 37 | 1 | < 0.1% | |
| 36 | 4 | < 0.1% | |
| 35 | 1 | < 0.1% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2906 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 4906 |
| Zeros (%) | 49.1% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.449469467 |
|---|---|
| Coefficient of variation (CV) | 1.123097371 |
| Kurtosis | -1.001618042 |
| Mean | 1.2906 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.594811468 |
| Sum | 12906 |
| Variance | 2.100961736 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 4906 | 49.1% | |
| 3 | 2671 | 26.7% | |
| 1 | 1003 | 10.0% | |
| 2 | 1002 | 10.0% | |
| 5 | 214 | 2.1% | |
| 4 | 204 | 2.0% |
| Value | Count | Frequency (%) | |
| 0 | 4906 | 49.1% | |
| 1 | 1003 | 10.0% | |
| 2 | 1002 | 10.0% | |
| 3 | 2671 | 26.7% | |
| 4 | 204 | 2.0% |
| Value | Count | Frequency (%) | |
| 5 | 214 | 2.1% | |
| 4 | 204 | 2.0% | |
| 3 | 2671 | 26.7% | |
| 2 | 1002 | 10.0% | |
| 1 | 1003 | 10.0% |
| Distinct | 4248 |
|---|---|
| Distinct (%) | 42.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2173.9161 |
|---|---|
| Minimum | 0 |
| Maximum | 18413 |
| Zeros | 3866 |
| Zeros (%) | 38.7% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 838.5 |
| Q3 | 3354.25 |
| 95-th percentile | 8602.2 |
| Maximum | 18413 |
| Range | 18413 |
| Interquartile range (IQR) | 3354.25 |
Descriptive statistics
| Standard deviation | 3027.539977 |
|---|---|
| Coefficient of variation (CV) | 1.392666431 |
| Kurtosis | 3.520487864 |
| Mean | 2173.9161 |
| Median Absolute Deviation (MAD) | 838.5 |
| Skewness | 1.844471225 |
| Sum | 21739161 |
| Variance | 9165998.311 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 3866 | 38.7% | |
| 429 | 6 | 0.1% | |
| 947 | 6 | 0.1% | |
| 386 | 6 | 0.1% | |
| 417 | 5 | 0.1% | |
| 684 | 5 | 0.1% | |
| 624 | 5 | 0.1% | |
| 990 | 5 | 0.1% | |
| 202 | 5 | 0.1% | |
| 74 | 5 | 0.1% | |
| Other values (4238) | 6086 | 60.9% |
| Value | Count | Frequency (%) | |
| 0 | 3866 | 38.7% | |
| 51 | 2 | < 0.1% | |
| 53 | 1 | < 0.1% | |
| 54 | 1 | < 0.1% | |
| 56 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 18413 | 1 | < 0.1% | |
| 17446 | 1 | < 0.1% | |
| 17258 | 1 | < 0.1% | |
| 17222 | 1 | < 0.1% | |
| 17102 | 1 | < 0.1% |
| Distinct | 3809 |
|---|---|
| Distinct (%) | 38.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 335.23224 |
|---|---|
| Minimum | 0 |
| Maximum | 5523.9 |
| Zeros | 5372 |
| Zeros (%) | 53.7% |
| Memory size | 78.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 413.675 |
| 95-th percentile | 1629.435 |
| Maximum | 5523.9 |
| Range | 5523.9 |
| Interquartile range (IQR) | 413.675 |
Descriptive statistics
| Standard deviation | 635.1088253 |
|---|---|
| Coefficient of variation (CV) | 1.894533847 |
| Kurtosis | 10.44067234 |
| Mean | 335.23224 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.913200569 |
| Sum | 3352322.4 |
| Variance | 403363.22 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 5372 | 53.7% | |
| 60.6 | 5 | 0.1% | |
| 126.6 | 5 | 0.1% | |
| 186 | 4 | < 0.1% | |
| 701.4 | 4 | < 0.1% | |
| 362.1 | 4 | < 0.1% | |
| 246.9 | 4 | < 0.1% | |
| 230.6 | 4 | < 0.1% | |
| 49.8 | 4 | < 0.1% | |
| 27.4 | 4 | < 0.1% | |
| Other values (3799) | 4590 | 45.9% |
| Value | Count | Frequency (%) | |
| 0 | 5372 | 53.7% | |
| 5.1 | 1 | < 0.1% | |
| 5.6 | 1 | < 0.1% | |
| 5.8 | 1 | < 0.1% | |
| 6.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5523.9 | 1 | < 0.1% | |
| 5090.1 | 1 | < 0.1% | |
| 4821.9 | 1 | < 0.1% | |
| 4808.1 | 1 | < 0.1% | |
| 4752.9 | 1 | < 0.1% |
isDefault
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.1 KiB |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 8317 | 83.2% | |
| 1 | 1683 | 16.8% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| loan_id | user_id | total_loan | year_of_loan | interest | monthly_payment | class | employer_type | industry | work_year | house_exist | censor_status | issue_date | use | post_code | region | debt_loan_ratio | del_in_18month | scoring_low | scoring_high | known_outstanding_loan | known_dero | pub_dero_bankrup | recircle_b | recircle_u | initial_list_status | app_type | earlies_credit_mon | title | policy_code | f0 | f1 | f2 | f3 | f4 | early_return | early_return_amount | early_return_amount_3mon | isDefault | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1040418 | 240418 | 31818.181820 | 3 | 11.466 | 1174.91 | C | 政府机构 | 金融业 | 3 years | 0 | 1 | 2016/10/1 | 2 | 193 | 13 | 2.430000 | 0 | 556.363636 | 649.090909 | 3 | 0 | 0.0 | 7734.230769 | 91.800000 | 0 | 0 | 2021/12/1 | 5 | 1 | 1.0 | 0.0 | 4.0 | 5.0 | 4.0 | 3 | 9927 | 0.0 | 0 |
| 1 | 1025197 | 225197 | 28000.000000 | 5 | 16.841 | 670.69 | C | 政府机构 | 金融业 | 10+ years | 0 | 2 | 2013/6/1 | 0 | 491 | 30 | 11.004545 | 1 | 715.000000 | 893.750000 | 3 | 0 | 0.0 | 31329.000000 | 54.800000 | 1 | 0 | 1990/4/1 | 40642 | 1 | 7.0 | 0.0 | 4.0 | 45.0 | 22.0 | 0 | 0 | 0.0 | 0 |
| 2 | 1009360 | 209360 | 17272.727270 | 3 | 8.900 | 603.32 | A | 政府机构 | 公共服务、社会组织 | 10+ years | 1 | 0 | 2014/1/1 | 4 | 459 | 8 | 6.409091 | 0 | 774.545455 | 903.636364 | 5 | 0 | 0.0 | 18514.000000 | 57.692308 | 1 | 0 | 1991/10/1 | 154 | 1 | 6.0 | 0.0 | 6.0 | 28.0 | 19.0 | 0 | 0 | 0.0 | 0 |
| 3 | 1039708 | 239708 | 20000.000000 | 3 | 4.788 | 602.30 | A | 世界五百强 | 文化和体育业 | 6 years | 0 | 1 | 2015/7/1 | 0 | 157 | 8 | 9.204545 | 0 | 750.000000 | 875.000000 | 3 | 0 | 0.0 | 20707.000000 | 42.600000 | 0 | 0 | 2021/6/1 | 0 | 1 | 5.0 | 0.0 | 10.0 | 15.0 | 9.0 | 0 | 0 | 0.0 | 0 |
| 4 | 1027483 | 227483 | 15272.727270 | 3 | 12.790 | 470.31 | C | 政府机构 | 信息传输、软件和信息技术服务业 | < 1 year | 2 | 1 | 2016/7/1 | 0 | 38 | 21 | 15.578182 | 0 | 609.090909 | 710.606061 | 15 | 0 | 0.0 | 14016.153850 | 30.461538 | 0 | 0 | 2021/5/2 | 0 | 1 | 10.0 | 0.0 | 6.0 | 15.0 | 4.0 | 0 | 0 | 0.0 | 0 |
| 5 | 1047529 | 247529 | 25454.545450 | 3 | 10.637 | 899.15 | B | 幼教与中小学校 | 信息传输、软件和信息技术服务业 | 10+ years | 0 | 1 | 2013/11/1 | 0 | 258 | 8 | 15.807273 | 0 | 636.363636 | 689.393939 | 4 | 0 | 0.0 | 16084.923080 | 58.892308 | 0 | 0 | 1983/1/1 | 28 | 1 | 6.0 | 0.0 | 6.0 | 20.0 | 15.0 | 0 | 0 | 0.0 | 0 |
| 6 | 1030964 | 230964 | 9090.909091 | 5 | 15.741 | 234.30 | C | 高等教育机构 | 金融业 | 10+ years | 1 | 2 | 2014/12/1 | 0 | 58 | 17 | 4.243636 | 1 | 600.000000 | 650.000000 | 9 | 1 | 1.0 | 1527.076923 | 17.015385 | 0 | 0 | 2021/10/2 | 0 | 1 | 4.0 | 0.0 | 9.0 | 25.0 | 6.0 | 0 | 0 | 0.0 | 0 |
| 7 | 1024822 | 224822 | 10288.636360 | 3 | 11.490 | 414.62 | B | 普通企业 | 制造业 | 2 years | 1 | 1 | 2017/3/1 | 4 | 242 | 8 | 2.227273 | 0 | 690.000000 | 805.000000 | 4 | 0 | 0.0 | 5082.000000 | 34.700000 | 0 | 0 | 2021/10/8 | 4 | 1 | 4.0 | 0.0 | 0.0 | 9.0 | 9.0 | 0 | 0 | 0.0 | 0 |
| 8 | 1008720 | 208720 | 6818.181818 | 3 | 20.064 | 272.05 | D | 普通企业 | 金融业 | NaN | 0 | 2 | 2014/7/1 | 0 | 165 | 17 | 22.930909 | 0 | 600.000000 | 750.000000 | 9 | 1 | 1.0 | 18810.000000 | 88.615385 | 0 | 0 | 1971/11/1 | 0 | 1 | 6.0 | 0.0 | 2.0 | 34.0 | 22.0 | 0 | 0 | 0.0 | 0 |
| 9 | 1045305 | 245305 | 10800.000000 | 3 | 14.330 | 339.95 | C | 幼教与中小学校 | 住宿和餐饮业 | 4 years | 1 | 1 | 2013/7/1 | 0 | 263 | 0 | 21.223636 | 0 | 564.545455 | 705.681818 | 8 | 0 | 0.0 | 3433.846154 | 93.346154 | 0 | 0 | 2021/12/1 | 37768 | 1 | 3.0 | 0.0 | 15.0 | 6.0 | 6.0 | 0 | 0 | 0.0 | 0 |
Last rows
| loan_id | user_id | total_loan | year_of_loan | interest | monthly_payment | class | employer_type | industry | work_year | house_exist | censor_status | issue_date | use | post_code | region | debt_loan_ratio | del_in_18month | scoring_low | scoring_high | known_outstanding_loan | known_dero | pub_dero_bankrup | recircle_b | recircle_u | initial_list_status | app_type | earlies_credit_mon | title | policy_code | f0 | f1 | f2 | f3 | f4 | early_return | early_return_amount | early_return_amount_3mon | isDefault | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | 1028044 | 228044 | 12763.636360 | 5 | 13.491 | 256.88 | C | 政府机构 | 批发和零售业 | 10+ years | 0 | 0 | 2017/2/1 | 0 | 194 | 38 | 22.592727 | 0 | 704.545455 | 821.969697 | 7 | 0 | 0.0 | 3522.461538 | 24.300000 | 0 | 0 | 1995/6/1 | 0 | 1 | 3.0 | 0.0 | 3.0 | 6.0 | 2.0 | 0 | 0 | 0.0 | 0 |
| 9991 | 1046344 | 246344 | 14181.818180 | 3 | 5.337 | 364.69 | A | 幼教与中小学校 | 电力、热力生产供应业 | 10+ years | 0 | 0 | 2015/3/1 | 0 | 176 | 3 | 9.120000 | 0 | 645.454545 | 699.242424 | 10 | 0 | 0.0 | 17047.692310 | 33.807692 | 0 | 0 | 1985/6/1 | 0 | 1 | 6.0 | 0.0 | 7.0 | 25.0 | 16.0 | 0 | 0 | 0.0 | 0 |
| 9992 | 1040471 | 240471 | 22909.090910 | 5 | 12.591 | 488.53 | C | 普通企业 | 采矿业 | 3 years | 0 | 1 | 2016/10/1 | 2 | 249 | 36 | 5.330000 | 0 | 747.272727 | 871.818182 | 5 | 0 | 0.0 | 12062.769230 | 76.400000 | 0 | 0 | 2021/7/4 | 5 | 1 | 4.0 | 0.0 | 12.0 | 8.0 | 5.0 | 4 | 4474 | 894.8 | 0 |
| 9993 | 1009983 | 209983 | 24545.454550 | 5 | 20.889 | 778.06 | D | 普通企业 | 电力、热力生产供应业 | 2 years | 1 | 2 | 2017/1/1 | 0 | 72 | 10 | 32.220000 | 0 | 685.000000 | 799.166667 | 40 | 0 | 0.0 | 31453.000000 | 30.400000 | 0 | 0 | 2021/7/1 | 0 | 1 | 17.0 | 0.0 | 15.0 | 39.0 | 13.0 | 0 | 0 | 0.0 | 1 |
| 9994 | 1047176 | 247176 | 5318.181818 | 3 | 5.852 | 195.75 | A | 普通企业 | 文化和体育业 | NaN | 2 | 0 | 2015/10/1 | 0 | 657 | 17 | 12.890909 | 0 | 769.090909 | 897.272727 | 18 | 0 | 0.0 | 22418.307690 | 66.300000 | 0 | 0 | 1996/9/1 | 0 | 1 | 10.0 | 0.0 | 8.0 | 20.0 | 17.0 | 3 | 279 | 27.9 | 0 |
| 9995 | 1028093 | 228093 | 17727.272730 | 3 | 15.037 | 510.27 | B | 普通企业 | 建筑业 | 7 years | 1 | 1 | 2013/11/1 | 4 | 49 | 12 | 10.483636 | 0 | 720.000000 | 780.000000 | 9 | 0 | 0.0 | 19864.923080 | 45.507692 | 1 | 0 | 2021/2/6 | 234 | 1 | 4.0 | 0.0 | 4.0 | 11.0 | 7.0 | 2 | 5287 | 0.0 | 0 |
| 9996 | 1043911 | 243911 | 13636.363640 | 3 | 6.534 | 464.95 | A | 政府机构 | 农、林、牧、渔业 | 2 years | 1 | 1 | 2015/12/1 | 0 | 143 | 8 | 0.654545 | 0 | 642.272727 | 749.318182 | 4 | 0 | 0.0 | 2025.000000 | 10.300000 | 0 | 0 | 1997/5/1 | 0 | 1 | 2.0 | 0.0 | 2.0 | 7.0 | 6.0 | 3 | 7182 | 0.0 | 0 |
| 9997 | 1023503 | 223503 | 24818.181820 | 3 | 14.421 | 708.69 | B | 普通企业 | 信息传输、软件和信息技术服务业 | 10+ years | 0 | 0 | 2012/12/1 | 4 | 66 | 14 | 20.421818 | 1 | 780.000000 | 910.000000 | 9 | 0 | 0.0 | 12641.000000 | 21.876923 | 1 | 0 | 1987/2/1 | 120 | 1 | 6.0 | 0.0 | 5.0 | 15.0 | 11.0 | 1 | 8540 | 2562.0 | 0 |
| 9998 | 1024616 | 224616 | 20000.000000 | 3 | 18.450 | 727.58 | D | 政府机构 | 农、林、牧、渔业 | 10+ years | 0 | 0 | 2018/3/1 | 2 | 19 | 14 | 14.048182 | 0 | 552.272727 | 690.340909 | 11 | 0 | 0.0 | 24642.692310 | 60.646154 | 0 | 0 | 1992/10/1 | 5 | 1 | 7.0 | 0.0 | 5.0 | 17.0 | 10.0 | 2 | 6161 | 616.1 | 0 |
| 9999 | 1021034 | 221034 | 1000.000000 | 3 | 14.014 | 33.57 | C | 高等教育机构 | 信息传输、软件和信息技术服务业 | 7 years | 1 | 0 | 2017/5/1 | 0 | 566 | 30 | 3.280000 | 0 | 685.000000 | 799.166667 | 5 | 0 | 0.0 | 1802.307692 | 22.400000 | 1 | 0 | 2021/2/9 | 0 | 1 | 3.0 | 0.0 | 2.0 | 9.0 | 6.0 | 3 | 299 | 59.8 | 0 |